An Ising spin-based model to explore efficient flexibility in distributed power systems (Q1649524)
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scientific article; zbMATH DE number 6899120
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | An Ising spin-based model to explore efficient flexibility in distributed power systems |
scientific article; zbMATH DE number 6899120 |
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An Ising spin-based model to explore efficient flexibility in distributed power systems (English)
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6 July 2018
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Summary: This paper analyses customers' demand flexibility in a local power trading scenario through an Ising spin-based model. We look at quantitative information on the two-way relationships between power exchanges and spin dynamics. To this end, a modified version of the Metropolis-Hastings algorithm was implemented, including a gradient descent through the constraint surface. This allowed us to analyze the system on a large scale (considering the cumulated benefit of all the actors involved) and also from the perspective of total aggregation. In a maximum flexibility scenario, the total aggregation profit increases with the number of aggregators. We also investigate numerically the effect of aggregator boundaries on the spin dynamics.
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power trading scenario
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Ising spin-based model
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Metropolis-Hastings algorithm
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0.6705370545387268
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0.6612099409103394
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0.6469985246658325
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0.6462911367416382
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